{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data = sns.load_dataset(\"iris\")\n",
    "iris_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"darkgrid\"):\n",
    "    sns.pairplot(iris_data,kind=\"scatter\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 拟合\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    sns.regplot(x=\"sepal_length\",y=\"petal_length\",data=iris_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,50,60)\n",
    "y=0.7*x-np.sin(0.5*x)\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    sns.regplot(x=x,y=y,y_jitter=3) #y_jitter 在原始点的基础上进行小范围的浮动"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 展示类别数据时，防止重叠的方法\n",
    "sns.stripplot(x=\"species\",y=\"sepal_length\",data=iris_data,jitter=True)# 加上jitter，在小范围内浮动"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"species\",y=\"sepal_length\",data=iris_data,hue=\"petal_width\") #排列规则一点\n",
    "# hue:用颜色指定第三个指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='sepal_length', ylabel='species'>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YjursbJirq6H184fOz/nL3omIqA4DM2o0i6EWFafSbPs9KnVu8OrS1akT0y1GAypOnYSpvLSuDa0OnpFR0Oh9nNaG1WxCVVYGTBVldW0aqoCwTtB4y7dRW5iPqswzsJqMAACtrz88I6NkAyeL0Yj8XQdQmXUOEAGVuxv8r+oNr4iOsm3U5Ob9taqpbnFCbX4hfHv1hEIjvY2TaLGgIv0UDMWFgChCoVbDIzwCuoDAxjwNjSJarajMOIXawgJAFGGqKIVoDodbUIjT2iAior/xViY1iiiKKEs9brcJt6W2BmUpx23BijOUn0ixBWVAXTBYdiIZFoP0SsrmqMw8bQvKAMBqMqLyzCnZlZSminJUnEqzu05DcSEq00/KtpG3Yz8qM+uCMgAwV9cgd/te1BZJb1ZuLC9H0cEkuxWjtXn5KD7kmELjvIr0UzAUFdi2cbKaTKg4nQZjeZnsOU1VeSYdtQX5tjZEswmVGadhKG3bfe+IiNorBmbUKKbyMlhqHAMX0WqpG01xRhuVFTBXVToesFrrggMnsNTWpZ9wIIp1I08SavJzJcsNxUWSQampqhpVZ3Mk2yg7cVrysaoyzzrskwkAtQWFMFdXO5RbzSbZ/tbK9LepRIsFtYXSz3ttnnPaICIiewzMqFGsJpP8MaNzRszqbcNJo3JWcz1tyByzGuvrl+Ox+rYmuTCDvt3j1LPBr0XimNVklgzkACe+HhYL8Ncmvy3VBhER2WNgRo2i9pKfuK520k4Eak9PQGaiv7PmsancPACZCfIqmQ3G5a5PUKuhlFgAofHxlp0X5hYknS5DI7P/pKBSST73Sp0OCrV0G856PRRqtWxqEWe1QURE9hiYUaMotTq4BYc6lKu99dD4OGeVnkKtgXuo4+R4lacXtDL5v5pKUCrhFuR4HUqdO7QdZHJ2BQVLBiie4Z0lV0EqlEr4J/RwKNfoveAd3UWyDY/wjlB7OQaG+m7RkgsMBEGAR6fOjm1rdZLX1xyCIMAjPMKxDbUGbiFhjicQEbWyDz/8EBEREdDpdBgwYAD27t1bb/333nsPMTExcHNzQ3h4OB577DHUyuwG01a4KvMiGRkZiIyMxMGDBxEfH9/W3XEpnp0jofb0Qm1RAUSrFVofX+gCg5yazsKjYyeoPDxQW5AP0WKBxscXboFBTk0D4RYQDKXODcbiQlgtZqg9vaHzC4SgUErWV6jU8OneGzX5uTCVl0GhVkMXGAyNt/zm4vpuXaD29kRZWjostQa4BwdC360LlBrpNBsKlQoBAwegMjMLhsIiKDRqeHTsCF2AfECq8w+EUqtDTV4urCYj1F7ecAsKaTCVR1Noff3g06N3XRtGA9SeXnVtyIwIEtGVS7RaUZmdD3NVDVQebvAMDXR6Cp8Lffvtt3j88cfxySefYMCAAXjvvfcwbtw4pKamIjDQcXX6smXL8PTTT+OLL77A4MGDceLECdx7770QBAHvvPNOi/WzqRiYXcHM1VWoyc+BpaYaCq0WuoBgaLzkgw3RaoXFUFu3clCs+7dotdT7xjNVVqDyTAZM5eVQ6nTw6NgJuoAA+TZEEZZaA6wGA6wWC6zn21BKB00AYK6pRvW5szBVlkOh0cItKBg6vwbaqK6GqaICVrMFgqCEVW+Gsp42RKsFotUMCFaIsEK0yM87+/skM9RuCihVSijUVohWS73VrUYTjKUVMBSXQaHVQKOvrDcwA87Pi7PU9ctq+asN+cDMYjSi+lwWjGWlUCiV0AUEQRcUXG9wbaqoQm1BMSw1tbD4mKHx8a03MLOaTKjOzoKxpARQKqHzD4BbcKhTA3iryYTKMxmoLSyEoBDgFhQMj/BO9f4uGstKUZ1zDpbaGqjcPOAe2rHeW/RE1HilJzNxbss+mCr/Xqyk9nRH2Ij+8OnaMgmp33nnHTz44IO47777AACffPIJ1qxZgy+++AJPP/20Q/2dO3diyJAhuOuuuwAAERERuPPOO7Fnz54W6V9ztdtbmT/88AN69eoFNzc3+Pn5YfTo0aiqqgIAfP7554iLi4NOp0NsbCw++ugj23mRkZEAgISEBAiCgJEjRwIArFYrXn75ZXTs2BFarRbx8fFYt26d7Tyj0YhZs2YhJCQEOp0OnTt3xsKFC23H33nnHfTq1QseHh4IDw/Hv/71L1RWSqxAbCXm6iqUn6pLTWE1GWGurEBlehqM9aRBqDidhqqsM7DUVMNSW4ua3GyUHj8KUWaCuKmyEkUHElGbnw9LbS2MpaUoOXoY1TnZsm1UZpxCVWY6zNVVsBpqUZOXg9LjRyBapIMaS20NSo8dhqGoAFaDAeaKclScPIGaXIlVkX+pysxAZcZpmKvq2qjNz0Pp8SOwms2S9a1GI8pPpsBYUgSr0QhLdRWqsjJQky/fRkX6aZSlJMNUUbdpek1ODooO7JecyA/UTfDP2bIdlRlnYK6uhrGkFEUHD6PkaLJsGzUFuajK+uu5MhphLC1C+ckUWIzSbVjNZpQeP4La/FxYDbUwV1eh8sxpVJ5Jl22jMjMTxQeTYCwugaWmBjU5ucjftQcmmd9d0WpB6fEjqMnNqQviq6tQlZmBitPyqUWaSrRaUZR0EFVZmbDUVMNcVYWK06dQevyo7DmGkiKUpRyDqawUVoMBxtJilCYfsUv/QkTNU3oyExlrttgFZQBgqqxGxpotKD2Z6fQ2jUYjEhMTMXr0aFuZQqHA6NGjsWvXLslzBg8ejMTERNvtztOnT2Pt2rW47rrrnN6/S9EuA7OcnBzceeedmDFjBpKTk7F582ZMnjwZoihi6dKleOGFF/Dqq68iOTkZCxYswNy5c/Hll18CgO0F+/PPP5GTk4Mff/wRAPD+++/j7bffxltvvYXDhw9j3LhxuPHGG5GWlgYA+OCDD/DLL7/gu+++Q2pqKpYuXYqIiAhbnxQKBT744AMcO3YMX375JTZu3Ignn3yydZ+YC9Tk50iu6qvJkw6azNXVMBQ5pmew1FTLpm2oyjwjGVBVZqRDlGjb8leQ5FBeWyubtqE6J1uyjapzWZIBo9VkRE2eY0BlNRpk00zUFuVDtDgGbbX5uZKjYFazGVVZjh9EVqMR1efOSrZRcfqM5IrN8rRTsEisgBStVtRKBIaixYzaQsfnEKhLkmuVyAdXm58rGcyJoojytFOO5WYzKk5nyLRRKJkPzlCYL5snrqlqCwskU57UFhTAJJUKBUD12SzHQlGUfT2IqHFEqxXntuyrt865Lftk/4BvrsLCQlgsFgQF2e8zHBQUhNxc6c/yu+66Cy+//DKGDh0KtVqNqKgojBw5Es8++6xT+3ap2uWtzJycHJjNZkyePBmdO9dNkO7VqxcA4MUXX8Tbb7+NyZMnA6gbITt+/Dg+/fRTTJ8+HQF/3Wbz8/ND8AUbNb/11lt46qmncMcddwAAXn/9dWzatAnvvfcePvzwQ2RmZiI6OhpDhw6FIAi2ds979NFHbf+OiIjAK6+8gn/+8592o3UXMhgMMFwwulJe7ty/7C01jrmxAPx1e9LqcEvIXC0/umeuqgIk7riZKqS/JC21tRBNJggX3Q4zV1fV34ZkuczIjdkEq8kIpdZ+0r65ulo2zYRc++Ya6XLRaoHFYIDKzd2hDbkRPrnAwVhaKtOGFaaKSigv2gbJajTKjyLKvLZyzxX+urWr1Gjt2zAYZNN4mGR+Hxv6PZFaxdpUcr9X54+pL9r6ShRF2dfWVE9/iahhldn5DiNlFzNVVqMyOx9eHYPrrdfSNm/ejAULFuCjjz7CgAEDcPLkScyePRvz58/H3Llz27RvF2qXgVmfPn1w7bXXolevXhg3bhzGjh2LW2+9FRqNBqdOncL999+PBx980FbfbDZDr5efW1VeXo7s7GwMGTLErnzIkCE4dOgQAODee+/FmDFjEBMTg/Hjx+OGG27A2LFjbXX//PNPLFy4ECkpKSgvL4fZbEZtbS2qq6vh7m7/xQ4ACxcuxLx58y71qZCl0Gglc4Mp1GrJeTpKrfwXqlxKBaWbm+QXoqBWO2wi3uw2dDrJgENQKKBQOc61knucuvZl2tDoYIZEMCAIkikrlDpdXdoPiQBQ6eb4WgN1e1JKEgSo3B2fF4VaDQgKQHT8K1ShkbkOmesDAIXE86JQayCoVBAlbvGqJH5nm9NGc6jc5H9PpI4JggCFVic5Wlhff4moYeaqxo2EN7ZeY/n7+0OpVCIvz/4OQV5ent2gyoXmzp2Le+65Bw888ACAugGbqqoq/OMf/8Bzzz0HRQsuVGgK1+iFkymVSqxfvx6//fYbunfvjv/85z+IiYnB0aN1c1AWLVqEpKQk28/Ro0exe/fuS2qzb9++SE9Px/z581FTU4PbbrsNt956K4C6lZ433HADevfujZUrVyIxMREffvghgLr75FKeeeYZlJWV2X6ysiRuxVwCXUCQTLn0L7TaywsqiVxiCrUaWpmJ9h7h0hM+PTqGSwZ/Knd3aPSO+bwElUp2/0e34FDJ3Ge6oBDJBQNKrQ5aX8e0GIJSCV2g9LVr/QMl29D6+kumslBqNHALdtxLUlAo4BEmvVemV5cICCrH/nqEh0kHG0oltH4Sw5SCAJ2/9HOlCwySfE40HXwlN6QXlAp4Rjim5IAgwDNSohyALiAQgkRArPbWQy2TJ66pdIFBUGi1DuVqL29ofKTzwbmHSKcQcWfaD6JLovJo3Ch4Y+s1lkajwVVXXYUNGzbYyqxWKzZs2IBBgwZJnlNdXe0QfJ1f9CU1vaattMvADKj7K3nIkCGYN28eDh48CI1Ggx07diA0NBSnT59G165d7X7OT/rX/HV7zXLBbSJvb2+EhoZix44ddm3s2LED3bt3t6t3++23Y9GiRfj222+xcuVKFBcXIzExEVarFW+//TYGDhyIbt26ITtbfgI8AGi1Wnh7e9v9OJPG2wcenbpA8deIgaBWwz00HDp/6YANAPTd4v4KUup+bTQ+HaCP6ym7kbe2Qwd06NnbNhqk0Gjg1SUKnp0jZNvwiu4GXWCQLQms2lsPn7ie8slUPb2g7xYHlXtdG4JKBfewcHiESwcOAOAVFQ23oBBbegy1lzf0sT2glPiyBwCVzg1ekd2gPN+GUgldQDDcQ8Nl29B3i6lbJfjXc6P21sO3T4LsSJPa0wNBQwdB+9ctS0GlgnfXLvDr20e2DfeQcOgC/w5AlW7u8IqIdri1ep5So4U+rifUf6X5EBQK6AKD4R3VTbYN7+iu8O4WbVuFqfbygt9VCdB2kA6AFCo1fOJ6Qn1+03mFArqAQHhHx8q20VQKlQp+8X3/DkwVCrgFBcO3T7zsOW5BIfDs3MV2HUqdDl5R0ZJBOhE1nmdoINSe0p8556k93eEZKv0H46V4/PHHsWjRInz55ZdITk7GQw89hKqqKtsqzWnTpuGZZ56x1Z84cSI+/vhjrFixAunp6Vi/fj3mzp2LiRMn1rsqv7W1y1uZe/bswYYNGzB27FgEBgZiz549KCgoQFxcHObNm4dHHnkEer0e48ePh8FgwP79+1FSUoLHH38cgYGBcHNzw7p169CxY0fodDro9Xo88cQTePHFFxEVFYX4+HgsXrwYSUlJWLp0KYC6VZchISFISEiAQqHA999/j+DgYPj4+KBr164wmUz4z3/+g4kTJ2LHjh345JNP2vhZArQ+vtD6+NZNyhSEBtMZKFQquIeEQqFWQ7RaoO3gJxsEnKcLCIAuIKBuPpRC0XAbSlVdagWlCqLFAm0HX9nbf+epvfVwCwmDqaIMCo0WuoD6c6sJCmXdiJZSCdFshsang2zW//NUHp5w8w+CqbICgkoNra8/BEH+7xpBoYBHeDgUWg2sJhO0Ph2grud2OQBofTvAt3ccjGUlEFRquAUEQVHPh4UgCND6+sNqtsBqMkLjrW/wOtQenvCJ69no17wuyWzdKJ+lphYa3w7QSY3UXUDl7g73kDAYtDpAqYSbf6Bs8N5cKnd3uId1hKBUAwoF3MNCG8zf5hYcArfgkL9SvLjOhzDR5UxQKBA2oj8y1myRrRM2on+L5DO7/fbbUVBQgBdeeAG5ubm2bAnnFwRkZmbajZA9//zzEAQBzz//PM6dO4eAgABMnDgRr776qtP7dikE0ZXG75wkOTkZjz32GA4cOIDy8nJ07twZDz/8MGbNmgWgLsncm2++iePHj8PDwwO9evXCo48+iptvvhlAXTqNl19+GefOncOwYcOwefNmWK1WzJ8/H4sWLUJ+fj66d++O1157DePHjwdQd3v0o48+QlpaGpRKJfr3748333wTCQkJAIB3330Xb775JkpLSzF8+HBMnToV06ZNQ0lJCXx8fBq8pvLycuj1epSVlTl99KyxavJyUJlhvwm3LjAIXpFdndZGbUE+Kk6n2ZVp/fzhFdVNMogQLRaUJh+1m2cmKJTQx3aX3cbJUFyI8pMn7OaAaTr4wjs6VroNqxUV6WkwV10wz0xQwCuiq3wbpSUoP5FiNwdM7e0DfUyc5AeUaLWiPC0FxtKSC9oQ4B0dI7sjgbG8DGWpx+32s1R5ecMnpnu9ed+awlhaioK9++3mmam9vREw4Goo1NLBVvmpNBguWkXrGdkVboHyo7FNVXLsOKrO2K981cfFwisywmltEF3OamtrkZ6ejsjISOicNL+zPm2Rx8yV1Pd8N/X7u10GZu1RWwdmVpMJRQf3SU5o18f1rDcLfmOJFguKDuyTTEHhHRMHrcTWT9XnzqLq7BmHcqW7B3x7xTu2YbWi6OB+iBIblnt17SaZmLa2MB/V2Y7pLxQaLfQxPR2COVEUUZyUCKtECgrPyCi4ScxlkwpIgbo5fL4J/SUDxuJDByRTUHh0inDa3Km8HTthKnNcgekd3RXe0Y4BubGsFGUpxxwfSKGAX0J/p4ycGUpKUbBLYk6oQkDIqJGyt6SJriStHZgBrZ/535U4MzC7Mp4xumTG8lLZNBN2ozyX0kZFmWx2fGOJdBsGmYS4luoqyWSupsoKyaCsvjZMFaWS5VajQXKln6W6SjIoA+SfK7nEvlaTSXLVqaW2RjYvmLNeD4vBIBmUAUBNfoFM2zIJiq1WmMrLnNKv2gLptmEVUVsonVOPiFqeoFDAq2MwOsREwqtj8BUTlDkbnzVqlPrm5DjrzVdvG0rpNuq7ZSfVr3rry7SB+uYjSV17E/vUUBuSz0urvB4KydWodc1Lt1//a+ic26v1PU59c/KIiC4HDMyoUTR6H9nJ1Tp/+X0pm0Lt5S2ZBgEAdH4yKSBk2tb4dJDsr9rDU3YxgVyaCa2P9BwvlYenQ1JWoG4Vp8pTeg9G2VQWMtehcveQXMmp1Gig9vaRfiyZ1CJNVbdZu/RjuXeUTj+hlbkOhUZjWw16qdxDQyQDRoVGXe8+rERElwMGZtQogkIB7+g4u7QVgkIJr6hop2RzB+pWAOqjY6G4MNhRKOAZESWbgFXnH1iXy+wCKg/PehckeEfH2CeaFRTw6BQhO5Ffo/eBLtA+GFDq3OARHinfRlQ3+wBQEODesZNsni2N3qcuxcdFbXhFx8i24RXV1ZYm5HwbbiFh0PrWv2qyKTr07A7NhYtTBAGenTvBPUx6DpvKzR2ekV3tRhIVGo3swormULm5wbdPb7skxQqtFn59+zptVI6IqK1w8v9loq0n/58n/jVXSLRaodbroVA6P+OK1WpFTU42rCYT3ENCGzWZ22IwwFxVAYVG67AljxRRFFGTnwvRaIQ2IFAywerFzLXVMBQXQaHRwk1m5MuhjZy6zbzdgoJlc5jZtVFTg9rCfCg1GugCgxsVzJgqymE1GaHy9JIcwXOG6txcmKsqoQsIhKYRv39Wsxmm8jIISiXU3nqnBWUXt2EoKoagEKD18+N8FqILtMXk/yuZMyf/t8s8ZtRyBIVCdtTHGUxVlSg5egSW6rol11WZZ+DdLQbuEpn0L6TUahu9Gs9SW4OyEym2PSVrcrPh0SkCbkHybVRnn0XV2Sxb+ova3Bx4d4uVDYTMNTUoSjxo21OyPPUkvLtFw6uL/ChbdW42qrLO2NJf1Obn1bXRwLZBciN9zmA1m1CelmqbuG8oyodbcCg8O0XUe55CpWrx5K0KlQpuQc5PWklE1Jb4Jya5DFEUUXLksC0oA+pSaJQlH4dJbgPuZihPS7Xb6Fu0WlGZcVp2g3FDaUldwHRBTjJzVSUqTjmmtzivOOmw3UbfotWKspRU1BYWSdY3lpeh6ky6XU4yc3UVytNSG31dLaEy/ZT9akpRRE3OOdRelKeMiIicg4EZuQxTWSksNdIpIGpyc53ShrmqUnJjdaAul5gUQ0GeZLmpvEwyJYe5qlo29Ub12XPSbcgEOuaqSpgvCCJbk9VshqFEOv2F3HNFRESXhoEZuQyrWTqHGQC7zPOX1IalnjZkjjX1HGs9fZU7Vm8b9TwvLUq0yuauk3uuiIhay9atWzFx4kSEhoZCEASsWrWq3vo//vgjxowZg4CAAHh7e2PQoEH4/fffW6ezTcDAjFyGxsdHdlWd1s8585XUnl52q/ns25dZMSlTrtBqoXRzXDSg9vKEUieT9iNQesWkRi/dhqBWy65IbWkKtcZ+1ecFWnKeIRFRY1RVVaFPnz748MMPG1V/69atGDNmDNauXYvExESMGjUKEydOxMGDB1u4p03Dyf/kMhQqFby7RqMsNcWuXBcQAG0DG2c3lqBQwLNzF1ScOmFXrtb7yLbhFhAEQ1EhzBfOQRMEeEZ0kVxtKCgU8OnRHUUHkuz34/TtAA+ZNBM6/wAYigrs53MJArw6d2nT1YaeEV1QlnKsbtPzvyjd3B1SlBARiVYrik5lw1BeDa23O/yiQlv082vChAmYMGFCo+u/9957dv9fsGABfv75Z/z666+2fa1dAQMzcinuoWFQe3mjJjcHVosFOj9/aP39nZpuQecfAJW7B2oL8yGaTVDrO0Dr6yfbhqBUwieuJwxFhTBVlEGh1kAXEFhv/ja3oCAEDRuK6rNnYTEaofPzg1uI/BYlgkIBfUx3GEqKYCorhaBSQxcQCJVMMtzWovbyRofefVFbkAer0QCVpxd0fgHMF0ZEdnIOncLRn7ahtvTvhVo6H0/0vHkYQvpEtWHP5FmtVlRUVMDX13Ef5rbEwIxcjtrLC2qvhnORXQqVu3uDKR8uJCgU0AUENjqrviiKMJYWwlRVBtFsgrFcgFrvVW+ONXNVJaqyzsJYUgyFWg2ryQyvyLYdMQPqUpF4dOzUpn0gIteVc+gU9i/+zaG8trQS+xf/hn73TXDJ4Oytt95CZWUlbrvttrbuih3OMSNqAZUZp1F97qxtw3RTeRnKko/Kbjxurq1BUdJBGP9aBWk1mVCVeQZlJ1Ik6xMRuQLRasXRn7bVW+foT9vspkO4gmXLlmHevHn47rvvECiz9VxbYWBG5GRWkwm1Eik2RKsVNXnSaT+qz52TXHlak5srmZKDiMgVFJ3Ktrt9KaW2tBJFp7JbqUcNW7FiBR544AF89913GD16dFt3xwEDMyInsxhqZdNMyI6YVcvkKhNF2XOIiNqaobxxeRYbW6+lLV++HPfddx+WL1+O66+/vq27I4lzzIicTKlzq9vEW2LoXi79hNrTE4bCAscDCkWbLwAgIpKj9W7c51Nj6zVFZWUlTp48aft/eno6kpKS4Ovri06dOuGZZ57BuXPn8NVXXwGou305ffp0vP/++xgwYABy/0pc7ubmBr1e7/T+NRdHzIicrG4PR8d9NwWVCrqgYMlz3EPDoNBoHMo9wjpKlhMRuQK/qFDofDzrraPz8YRflPNT7Ozfvx8JCQm2VBePP/44EhIS8MILLwAAcnJykJmZaav/2WefwWw2Y+bMmQgJCbH9zJ492+l9uxQcMSNqAR7hnaHUaFGTnwur2QSNtx7uYZ1kNz1XarXw63sVKtPTYfhrVaZ7aBjcwzq2cs+JiBpPUCjQ8+Zhkqsyz+t587AWWV0+cuRIiDLTRgBgyZIldv/fvHmz0/vQEjhiRtQCBEGAysMDak9PqD08ofLwhEKjrvccpUYLTYcO0Pn7QevnB41e79T8bURELSGkTxT63TfBYeRM5+PpsqkyXBlHzIhaQG1BHipO/z33wVhagtrCAvh07wmF0vFtJ1osKE0+AnPV3xusGwrz4RkZBbdA6dufRESuIqRPFIJ7RbZq5v/2ioEZkZOJVisqM884lFuqq1Cbnwf3EMdtmWoL8u2CsvOqMs9A5x8AQcFM+0Tk2gSFAv7RnH5xqRjKEjmZuaballj2YnZ7YV7AKFMuWsySARsREbVPDMyInEyhkp9LplBLH5Mrb+gYERG1LwzMiJxMqdVCo+8geUwnM19MFxgkWa721te7WToREbUvDMyIWoBXVLRdcCao1PDqEi27ibnawxNeUd0gXDA6ptb7wLtrtxbvKxERuQ5O/idqAQq1GvrY7rAYDLCaTVC5uTe4OknnHwCtrx/MNdVQqFRQanWt1FsiInIVDMyIWpBSq4VSK51UVoqgUEDtUX8WbSIiar94K5OIiIjIRTAwIyIiosvO1q1bMXHiRISGhkIQBKxatarBcwwGA5577jl07twZWq0WERER+OKLL1q+s03AW5lERER02amqqkKfPn0wY8YMTJ48uVHn3HbbbcjLy8P//vc/dO3aFTk5ObBarS3c06ZhYEZERESXzGqx4lxyJqpKKuHRwRNhcZ2gULbcjbkJEyZgwoQJja6/bt06bNmyBadPn4avry8AICIiooV613wMzIiIiOiSpO1OxqYvfkdlUYWtzNPPC6NmjEP0wLg27NnffvnlF/Tr1w9vvPEGvv76a3h4eODGG2/E/Pnz4ebmOvkiGZgRERFRs6XtTsavb/7gUF5ZVIFf3/wBE5+41SWCs9OnT2P79u3Q6XT46aefUFhYiH/9618oKirC4sWL27p7Npz8T0RERM1itVix6Yvf662z+Ys/YLW0/Twuq9UKQRCwdOlSXH311bjuuuvwzjvv4Msvv0RNTU1bd8+GgRkRERE1y7nkTLvbl1IqispxLjmzlXokLyQkBGFhYdDr9bayuLg4iKKIs2fPtmHP7DEwIyIiomapKql0ar2WNGTIEGRnZ6Oy8u++nDhxAgqFAh07dmzDntljYEZERETN4tGhcTuVNLZeU1RWViIpKQlJSUkAgPT0dCQlJSEzs2507plnnsG0adNs9e+66y74+fnhvvvuw/Hjx7F161Y88cQTmDFjhktN/mdgRkRERM0SFtcJnn5e9dbx8vNGWFwnp7e9f/9+JCQkICEhAQDw+OOPIyEhAS+88AIAICcnxxakAYCnpyfWr1+P0tJS9OvXD1OnTsXEiRPxwQcfOL1vl4KrMomIiKhZFEoFRs0YJ7kq87yRM8a2SD6zkSNHQhRF2eNLlixxKIuNjcX69eud3hdn4ogZERERNVv0wDhMfOJWh5EzLz9vl0mVcTnhiBkRERFdkuiBcYjqH9Oqmf/bKwZmREREdMkUSgXCe0a0dTcuewxliYiIiFwEAzMiIiIiF8HAjIiIiMhFMDAjIiIichEMzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyIiosvOwoUL0b9/f3h5eSEwMBCTJk1Campqg+d9//33iI2NhU6nQ69evbB27dpW6G3jMTAjIiKiy86WLVswc+ZM7N69G+vXr4fJZMLYsWNRVVUle87OnTtx55134v7778fBgwcxadIkTJo0CUePHm3FntdPEOvbAZRcRnl5OfR6PcrKyuDt7d3W3SEiIhdWW1uL9PR0REZGQqfTtUqbVosVJw6dRFlhOfT+3ujWp2urbslUUFCAwMBAbNmyBcOHD5esc/vtt6OqqgqrV6+2lQ0cOBDx8fH45JNPmt12fc93U7+/uSUTERERXZLEzUlY/t73KMkvtZV1CPTBnY9OwVUj41ulD2VlZQAAX19f2Tq7du3C448/blc2btw4rFq1qiW71iS8lUlERETNlrg5CR89u8guKAOAkvxSfPTsIiRuTmrxPlitVjz66KMYMmQIevbsKVsvNzcXQUFBdmVBQUHIzc1t6S42GgMzIiIiaharxYrl731fb50V7/0Aq8Xaov2YOXMmjh49ihUrVrRoO62BgRkRERE1y4lDJx1Gyi5WnF+CE4dOtlgfZs2ahdWrV2PTpk3o2LFjvXWDg4ORl5dnV5aXl4fg4OAW619TMTAjIiKiZikrLHdqvaYQRRGzZs3CTz/9hI0bNyIyMrLBcwYNGoQNGzbYla1fvx6DBg1yev+ai5P/iYiIqFn0/o3LEtDYek0xc+ZMLFu2DD///DO8vLxs88T0ej3c3NwAANOmTUNYWBgWLlwIAJg9ezZGjBiBt99+G9dffz1WrFiB/fv347PPPnN6/5qLI2ZERETULN36dEWHQJ966/gGdkC3Pl2d3vbHH3+MsrIyjBw5EiEhIbafb7/91lYnMzMTOTk5tv8PHjwYy5Ytw2effYY+ffrghx9+wKpVq+pdMNDaOGJGREREzaJQKnDno1Pw0bOLZOvc8eitLZLPrDFpWDdv3uxQNmXKFEyZMsXp/XEWjpgRERFRs101Mh7/WvCgw8iZb2AH/GvBg62Wx6y94IgZERERXZKrRsYjYVjvNs38314wMCMiIqJLplAqENu3W1t347LHUJaIiIjIRTAwIyIiInIRDMyIiIiIXAQDMyIiIiIXwcCMiIiIyEUwMCMiIiJyEQzMiIiIiFwEAzMiIiK67CxcuBD9+/eHl5cXAgMDMWnSJKSmpjb6/BUrVkAQBEyaNKnlOtkMDMyIiIjosrNlyxbMnDkTu3fvxvr162EymTB27FhUVVU1eG5GRgbmzJmDYcOGtUJPm4aZ/4mIiOiSWSwWJO07isKCYvgH+CK+f08olcoWa2/dunV2/1+yZAkCAwORmJiI4cOH19vPqVOnYt68edi2bRtKS0tbrI/NwcCMiIiILsmm37fjnfmfID+30FYWGOyPx+f+E6PGDW2VPpSVlQEAfH1966338ssvIzAwEPfffz+2bdvWGl1rEt7KJCIiombb9Pt2PD3rFbugDADy8wrx9KxXsOn37S3eB6vVikcffRRDhgxBz549Zett374d//vf/7Bo0aIW71NzMTAjIiKiZrFYLHhn/ieAKHHwr7J3X/kUFoulRfsxc+ZMHD16FCtWrJCtU1FRgXvuuQeLFi2Cv79/i/bnUvBWJhERETVL0r6jDiNldkQgL6cASfuO4qqBfVqkD7NmzcLq1auxdetWdOzYUbbeqVOnkJGRgYkTJ9rKrFYrAEClUiE1NRVRUVEt0semYGBGREREzVJYUOzUek0hiiIefvhh/PTTT9i8eTMiIyPrrR8bG4sjR47YlT3//POoqKjA+++/j/DwcKf3sTkYmBEREVGz+AfUP9G+qfWaYubMmVi2bBl+/vlneHl5ITc3FwCg1+vh5uYGAJg2bRrCwsKwcOFC6HQ6h/lnPj4+AFDvvLTWxjlmRERE1Czx/XsiMNgfEGQqCEBQSADi+zs/8Pn4449RVlaGkSNHIiQkxPbz7bff2upkZmYiJyfH6W23JI6YERERUbMolUo8PvefeHrWK3XB2YWLAP4K1h57/v9aJJ+ZKEqtOLC3efPmeo8vWbLEOZ1xIo6YERERUbONGjcUr/33eQQG2a90DAoOwGv/fb7V8pi1FxwxIyIioksyatxQDB89qFUz/7dXDMyIiIjokimVyhZLiXEl4a1MIiIiIhfBwIyIiIjIRTAwIyIiaqcas3KRLp0zn2cGZkRERO2MWq0GAFRXV7dxT64M55/n88/7peDkfyIionZGqVTCx8cH+fn5AAB3d3cIglwWWGouURRRXV2N/Px8+Pj4OGUVKgMzIiKidig4OBgAbMEZtRwfHx/b832pGJgRERG1Q4IgICQkBIGBgTCZTG3dnXZLrVY7NV8bAzMiIqJ2TKlUMtHrZYST/4mIiIhcRLMCsy+//BJr1qyx/f/JJ5+Ej48PBg8ejDNnzjitc0RERERXkmYFZgsWLICbmxsAYNeuXfjwww/xxhtvwN/fH4899phTO0hERER0pWjWHLOsrCx07doVALBq1Srccsst+Mc//oEhQ4Zg5MiRzuwfERER0RWjWSNmnp6eKCoqAgD88ccfGDNmDABAp9OhpqbGeb0jIiIiuoI0a8RszJgxeOCBB5CQkIATJ07guuuuAwAcO3YMERERzuwfEV2GrGYLSs7kQalRwSc8sFHnVBaWobqoHN6hftB5uTfchsWKinP5UCiV8Az1Z/JMImoXmhWYffjhh3j++eeRlZWFlStXws/PDwCQmJiIO++806kdJKLLS/ahkzjy/RYYK+tGz72CfXHVvePhFewrWd9sMGHPkt9xLukkIAIKlRLRo+LR55Zhsm0Up2XhxM9bYPqrDTc/PWJvvQaeIf7OvyAiolYkiNzh9LJQXl4OvV6PsrIyeHt7t3V3iCRVFZZh08KlEC1Wu3IPfz1GPXs3BIXjqFbisg04tfWIQ3m/u0ejy9CeDuXGimrse38FrGaLXbnGywP9H70DCiWzABGR62jq93ezP8G2bduGu+++G4MHD8a5c+cAAF9//TW2b9/e3Ickosvc2X0pDkEZUBewFZ0651ButViQsTtZ8rHSdxyVLM8/fNIhKAMAY0UVSk5mNbHHRESupVmB2cqVKzFu3Di4ubnhwIEDMBgMAICysjIsWLDAqR0kosuHqdrQpGNWsxUWo1myvlHmscy18m2Ya+SPERFdDpoVmL3yyiv45JNPsGjRIqjValv5kCFDcODAAad1joguLwGx4ZLlCrUSfl1DHcpVWjX8uoRInhPUvbNkuU9UR+nGBQE+kY5tEBFdTpoVmKWmpmL48OEO5Xq9HqWlpZfaJyK6TAXGRSC4dxeH8tjrBkLj4SZ5Tvytw6HSaezKPPy9ETe+v2R9n4gQBPbu6lDeaURfaPWezeg1EZHraNaqzODgYJw8edIhNcb27dvRpYvjhzIRXRkEhYB+945HzqFTyD2WAZVGhY79Y+EbKT0qBgB+XUIwbu7dOL3tCCoLy+DbOQiRQ3pA466TPafbzSPhFxeBopQzUCiVCOgVxdEyImoXmhWYPfjgg5g9eza++OILCIKA7Oxs7Nq1C3PmzMHcuXOd3UciuowYyqpQfioLtZnnoFCrUObjDn3HACjV8h83eSlZOHfoFKoKy1BTUgmf8AAExXaSb6O8ClmJJ5F7NB0KpQIGM+AZ4u8w8nahs4mpOLXhACoLSuEd6o9uY/sjqEfEpVyqg8Lj6cjaloTqghK4B3RA+LB4+HePlK1vrK7FkVU7kZV4AqIoomNCV/S6aQh03g3ncWssU60RR3/Zicy9qbCaLQjtE4Vek4bAvcPlNbpoMVuQ+ON2pGw+DEO1AeF9umDgHSPgE+LX1l0jcqpmpcsQRRELFizAwoULUV1dDQDQarWYM2cO5s+f7/ROEtNl0OXBXGvEgY9+gKG8yq7cN6Yzetw5VvKck5sP4cCKTXZlgkKBUY/fCn+JeWkWkxlb3liOqoIyu3K/6DAMnnmzZBtZ+1KQtPRP+0JBwID/m4jAegLApihMTkfyt386lMfdNloyOBNFERve+BbF6bl25fpQP4x5bqrT0n5sfm8l8lPsV6t6Bvhg3At31xssu5oNH/6CE9uP2ZW5ebvj9jcfhJsTA1kiZ2uVdBmCIOC5555DcXExjh49it27d6OgoIBBGdEVLv9wmkNQBgDFqWdQlVfsUC6KIlJ+3+9YbrUi5Q/HcgDIPnjSISgDgKK0cyjJyJU4Azi5PtGxUBRxcoNEeTNlbUuSLt8uXZ6fkuUQlAFAWXYRsg+fdkqfitJzHIIyAKgsKEVW4gmntNEaKgrKkLbjuEN5TXk1kjcdaoMeEbWcS/pzSaPRoHv37s7qCxFd5qoLSuWPFZbCI8g++7+51ojqkgrJ+uU5joEcAFRKBHjnVeQVo0NEsF2ZKIqozC+Rfqxc6fLmkLt2ufKynCLZxyrPKQYSLr1Pcs9hQ8dcTUl2EeRu7pScK2zl3hC1rEYHZpMnT8aSJUvg7e2NyZMn11v3xx9/vOSOEdHlxz2wg/yxAMdjKp0G7r5eqC52DM70odJzh7zqmVPkFex4TBAEeAb7ojLXMRDxCpHeJqo5PAI7oOJcgWS5FH2o/PZR+lDn9EvuOWzomKvpEOYHQRAkgzPfjgFt0COiltPoW5l6vd62SbBer6/3x1VlZGRAEAQkJSW55OMRXe4Ce3eF1sdxUrlfXIRkgCIIgmRaDIVSgZhxV0m2ERLfFR6BPg7l/jHh6NA5SPKc6DGOjyUoBHQdLd1Gc4QPkx7iCh8WL1keGNNRMoebT0d/hEikHGkO34hgBHV3nEPnFdQBHftGO6WN1uDlr0e3YY7bc7n7eCJ2ZO826BFRy7mi9sq0WCwoKCiAv78/VKpLn/SakZGByMhIHDx4EPHx8ZfewXpw8j9dLgxllcjYuB/FqZlQaFQI6hONTiP6QqFSyp5zZk8yUtcnoqqwHB06B6L79QMR2E0mkSyA2vIqpK7dg5wjp6FUKRHWtxu6jb8aKq1a9pzspJM4ueEAqgpK4R3qh+ix/Z028f+8otQz9qsyh8bDL1Y6US4AmGoMOPrrLmTt/3tVZs8bB0PrKZ3zrTnMBhOOrd6NzL0psJgtCIuPQs8bB8NN7+G0NlqDxWzBwV922VZlduodiatvHwF9kPwoLZEraOr3d7Oik/T0dJjNZkRH2//FlZaWBrVa7ZDfrLWYTCa7nQguplQqERwcLHu8LRiNRmg08kv8yTVYjCbkHTyBsjM5UHu4IfiqWHhK3Da7UGVOIXITU2CqroU+MhRBfbpBqZF/y1lMZuQcOIHik2ehdtchrH8svDsG1ttGydkCpG05jJrSKgRGh6Hr8F5Q15MyojlKsotwfMNBVBaWIyg6DHHX9IG2nhxjak936EKDgKJqKDRquIeH1BuUAUBA1zAYi0pRU1wBrzB/+ITJ3+YDAK2nOzp0DUNNlQEKpQK+0R3rDcqAutGjTn0iUV1UBs9gX/g0cAtMFEVk7E/DqT0pEASg66Du6NzXMbGtXb8CfFHloUdRsRF+HnpoA+u/Jal20yIgJhxVZdUQrSICYjpB4yH/3AJAdVkVjm84iKIz+dAH+6LH6AR4BcjfqVBp1fDpGoac7GIoTBZ4dwmFzqv+VYyGyhqc3n4UJWfy4OGvR9TwXvAM8Kn3nOzjmUjddgRmgwmdEqIQPbhHvStLjdUGpG09jIJT2fDw9Ua3kX2gr+fWslKlRHD3TsjLLkJtZS0C4jrB09er3j6Zao04ue0o8k+chZuPB6JH9EaHBl73gtM5OL7pEGoratCxZwRihveESiP/u2U2mHBqxzHkJmdC6+WG6BG94SczckvUGM0aMRsxYgRmzJiB6dOn25V/8803+Pzzz7F58+YGH+Ozzz7DSy+9hLNnz0Kh+PvNe9NNN8HPzw9ffPEFfv75Z8ybNw/Hjx9HaGgopk+fjueee8422iUIAj766CP89ttv2LBhA5544gnMnj0bs2bNwh9//IHKykp07NgRzz77LO677z7JEa5jx47hqaeewtatWyGKIuLj47FkyRJERUXBarXilVdewWeffYaCggLExcXhtddew/jx4wFIj5ht2bIFTzzxBA4dOgRfX19Mnz4dr7zyiq3PI0eORM+ePaFSqfDNN9+gV69e2LTJPlWAFI6YtR2zwYjDi1ejKvfvydqCQkDsrdfK5qjKP3ISqT9uBi54e3mGBqD3vddDKfEhbzGZcWDRryjLzPu7UBDQ/daRCL0qRrKNrIMnseXDX2C9YNNwn47+GP/MndC4a5t4ldLOHknH2jd/gMX0936W+uAOuHneNMkUBaJVxPaPf0HOkXS78t43D0XsuH6SbZRm5ODgF2vs9szU+Xii30OToJPJ5L/r87XI2m+/qjDuuqvR68bBkvUrswtx+Ms1sBiMtjK1pxv6zLgRbr7S76fNn611WPHXa3w/DJ0+RrJ+0dkCfPv8l6itqPn7OrzccPv86fALlw4G9i3fhOQ/7FeGdh3WE4NnjJesX55Xgp9e+gbVpZW2Mo27Fjc+fxcCIqX/6Ny5YjN2f7/Nrqzb4O644d+3SNavLqnExje/tZv3p9KqMfzhmyXTlwDAwV93Y/cy+8+xzglRmDBnCgSF4FC/tqIa6xYsR/kFiy8UKiWuefRmhMrklktcuxe/fbLG7j0V0TsSd86bBqVE4G+sNmDdwuUoPfv34gCFUoHh/7oRnWQC7NStR7DpkzV2c9mCokNx4/N3SQZnZoMJv7/+LYouWF0rKAQMeeA6dBkUJ9kGXXlaJV3GwYMHMWTIEIfygQMHNnq+1ZQpU1BUVGQXlBQXF2PdunWYOnUqtm3bhmnTpmH27Nk4fvw4Pv30UyxZsgSvvvqq3eO89NJLuPnmm3HkyBHMmDEDc+fOxfHjx/Hbb78hOTkZH3/8Mfz9pf/6PnfuHIYPHw6tVouNGzciMTERM2bMgNlc9wXx/vvv4+2338Zbb72Fw4cPY9y4cbjxxhuRlpYm+3jXXXcd+vfvj0OHDuHjjz/G//73P7zyyit29b788ktoNBrs2LEDn3zySaOeL2o7ufuT7YIyoC4AObVuF0Sr1aG+1WzB6XW77b5AAKAyuwC5B1Ml28hJTLUPygBAFJG2ZpddUHRh+/uWbbQLygCg9GwhUjcebMxlNcr2r/50aL8stwSH1uyVrJ995LRDUAYAR3/dhdqKaslzTqzZ5bCReW1pJTI2S19HfmqWQ1AGACnr9qGquFzynPQ/99oFZQBgqqxB5hbpvX3zT+VIpmE4sm4/Ss5Jr6bcsWyTXVAGALUVNdixXPoPr7KcIoegDABObjuKwtM5kufsW7ndLigD6gKQi4Oi88oLyrBn5XaH8hM7jyPzSIbkOSnr9jksxjAbTEhauVWyfk15NfZ973jszMFTyDhwUvKc4+v22wVlQN37Zp/MdRiqDdiw5A+H91TG4XQc335U8pzUjQftgjIAsFqs2L98I0Sr43iE2WjGzq83OCwwyEvLRuqWI5JtpG07YheUAXXvzf0rNsFitkieQ9SQZucxq6hwXEVVVlYGi6Vxv4wdOnTAhAkTsGzZMlvZDz/8AH9/f4waNQrz5s3D008/jenTp6NLly4YM2YM5s+fj08//dTuce666y7cd9996NKlCzp16oTMzEwkJCSgX79+iIiIwOjRozFx4kTJPnz44YfQ6/VYsWIF+vXrh27duuG+++5DTEzdCMVbb72Fp556CnfccQdiYmLw+uuvIz4+Hu+9957k43300UcIDw/Hf//7X8TGxmLSpEmYN28e3n77bVgv+AKPjo7GG2+8gZiYGFtbFzMYDCgvL7f7obZRcvqcZLmxvEoyFUJVfjFMVTWOJwAoPSX9WMUnpctN1bWoyHZMB1CRX4LKQunfiexjZyTLm6qqpBIlZ6VTEZyVCL4AIC85U7LcaragMM3xGs0GE8qz8iXPKU47K1meK9OGaBVRkOp4jiiKKE3PljxH7vWQuz4AOHtU+ljmYenyM4eky3PqeZ1yjktf47mjGdJ9OpYhGWxkHZUuB4BMmVxpeSnSbRen58JUa3Qoz0nJgsUk/bkv9zzmHJe+9rLsIlSXVDqUn0vNgrHGsW0ASD94SrJc7n1QWViO8jzHNCmFZ/JQWyn9vs2Sed7lXsPa8mqUnnVcoUvUGM0KzIYPH46FCxfaBWEWiwULFy7E0KFDG/04U6dOxcqVK2EwGAAAS5cuxR133AGFQoFDhw7h5Zdfhqenp+3nwQcfRE5Ojm23AQDo18/+9shDDz2EFStWID4+Hk8++SR27twp235SUhKGDRsmOS+tvLwc2dnZDiODQ4YMQXJysuTjJScnY9CgQbbVq+frV1ZW4uzZv78wrrqq4ZVgCxcutFvpGh4e3uA51DLUbvJzflRujrcM66uvlpmbpa7n1qPUORp3nd3v2YW0nvXPUWosjZtGdm6Yzkt6cnp986OkjilUCtl5d3LPlbaJbQiCILtVk0rmeZe7PgDQyUzMlyt3k3ms+ib4y72GcudoPXSStwzl2gaa/hqqtGoo1Y6/D3LXXX8b0uUKlVJyjqRbPXPi5LL+yz2HgiBA4+H4utd7HXLPez3vtYbmChLJaVZg9vrrr2Pjxo2IiYnBfffdZxtl2rp1K958881GP87EiRMhiiLWrFmDrKwsbNu2DVOnTgUAVFZWYt68eUhKSrL9HDlyBGlpadDp/v6F9/CwX1k0YcIEnDlzBo899hiys7Nx7bXXYs6cOZLtu7k5b+VTU1zcZynPPPMMysrKbD9ZWY7Zu6l1BPeVHtX0jQ6H1tvxtdR18IJPlzDJc4JkHiu0fywgEWf5RIbAQ2LStc7bHeEy82SihzsnfYBap0FXmXkycdfES5ZHDOouGcx5BXVAQLTjKkuFUokQmTl0YVdLt93p6ljJYM69gxeCe0ivgAy+Kla6vK90edTAOMl5ejpvd0T06yZ5Tq8xfaXLR8uk0ejbVTJwUbtpEHG19HPSXeZ5lyvvHB8FL3/HhQEqrRpxw3pJntNlqGNaCgDoPDAOCqXjaxsSFw4fiZxoCpUSMcOl2+gmk+Ii4uoYqN0cA7OQrqEIjnJMLSIoFOgj8/zKvQ86JkTBTeJ96xPii9A4iVW6AhA3Svqxoof3lnzfBnfvBK8GFksQyWlWYNa9e3ccPnwYt912G/Lz81FRUYFp06YhJSUFPXtKv6ml6HQ6TJ48GUuXLsXy5csRExODvn3rPtz69u2L1NRUdO3a1eHnwsUCUgICAjB9+nR88803eO+99/DZZ59J1uvduze2bdsGk8nkcMzb2xuhoaHYsWOHXfmOHTtkdzuIi4vDrl277OYo7NixA15eXujYUX7pvxStVgtvb2+7H2obPl3CEDVhMJRajV1Zt0kjZc+JmTwS+oi/v0hUOg263jAU+k7SE7T14UGImzzSbuTMJyIEve4cLdvGoHvHIrRXhO3/ap0G/e4chbBe8ptmN9Wwe8cisl8325ePSqvG1bcNR9QA6YDG01+PQQ9cB90FqRh8wgMw9F83So7oAED0hIEI6tMV+GsEUKFWIWJUAkL7SbfhpvfAkH9OhNsFm3B7h/hi6KybJAMHAOg88ioExXeztSEolQgb2BOhA3pI1td66DDhiSl2qx31wR1w/ZNToJZZ/dl/0mD0GXcVFKq6zyeFSoHeY69C/5sd5+MCgEqjxjWP3QKvC9I9ePp745rZN0MjM1rYc9xV6H1df9vIlaAQEDO8F/pPGS5ZX6lSYtKzt8Ov49/zbD39vHHjk1PgIbOJeeTgHoibcLVtH01BEBDerxv63DJMsr4gCJgw5xb4X7AS0d3HA2NnT4K3RL45AOjcrxsSbhn690paAQhP6Iqr775Wsj4A3PrsnQiL+ftz1F3vgZsen4xAmRWQYb0i0e/OUXaBXmivCAy+b5xsG6MfvgkhsX/fndB66jDywesQ1FX6D63A6DAMnDbGLogPig3HsH9cL9sGUYPENrZ+/XpRq9WKMTEx4vz5823l69atE1UqlfjSSy+JR48eFY8fPy4uX75cfO6552x1AIg//fST3ePNnTtXXLVqlZiWliYePXpUvOGGG8Srr75aFEVRTE9PFwGIBw8eFEVRFAsLC0U/Pz9x8uTJ4r59+8QTJ06IX331lZiSkiKKoii+++67ore3t7hixQoxJSVFfOqpp0S1Wi2eOHFC8vHOnj0ruru7izNnzhSTk5PFVatWif7+/uKLL75o69+IESPE2bNnN/l5KisrEwGIZWVlTT6XnMNsMIqlZ3LE6sLSRtW3mi1i9r7j4uk/94qVecWNa8NoEksycsTK/JJG96s8r0TMO3FWNNYYGn1OU5Xnl4rZKVlibVVNo+pXFZeLR37eKaasTxRNBlOD9a1Wq5ixN0VM+nGbmJua1ag2asoqxaO/7hKTf98nmmqNjTon5/ApMWXNLrGgkW1UlVWJW5ZvErd+u1msrqhu1Dmn9qeJW7/+Uzy1P61R9Y3VtWLKun3i8bW7RUNl457f7GNnxAM/bBUzE080ro0ag3jgl53inu+2ipUlFY06JyclS9z/3Rbx1O7jotVqbdQ5hWfyxJwTZ0Wzydy4+qdzxIMrt4npu46LVkvDbZiNJvHQb/vE3Ss2ieWNfI8Yawxi3omzYnle4+qLoigWnysUc1KzGvW7K4qiaDIYxbwTZ8WynKJGt0FXjqZ+fzc7y+q2bdvw6aef4vTp0/j+++8RFhaGr7/+GpGRkU2aZ3bNNdfA19cXqampuOuuu2zl48aNw+rVq/Hyyy/j9ddfh1qtRmxsLB544IF6H0+j0eCZZ55BRkYG3NzcMGzYMKxYsUKyrp+fHzZu3IgnnngCI0aMgFKpRHx8vG1e2SOPPIKysjL8+9//Rn5+Prp3745ffvnFIX/beWFhYVi7di2eeOIJ9OnTB76+vrj//vvx/PPPN/r5INel1KhlR7wuVl1QgqNL18Hw1wq6s9sPIWxQL3QZO6D+NtQq+HRuWq49r0AfeMmMTDiLV4C+3lxZFzqx8SAOr9xmWzGasm4fBv/fDQiIlh51qC6rwtrXv0OBbXXbNkQNiMW1s26UTIMAAKd3HMWB5Ztg/WvlW/K6fRj0wHUI7i59K9NUbcCeRatRkv7Xasc/9iOoRwSuune8bWToYoc2HcLKd36AyVA3ov7n0g24/anb0X2w9CibscaIX17/Dpl/TXjf99NOdOoViRufug0aidtzAJB7NB0Hv/4D5r/aOL3xIPrcMQodZW7vWkxm7PxsjW3laxqAE11CMGzmTbJzmrIOp+OPD1bBWFULAEj6dReG3jtW9vanxWzBhg9/xandf8+l9Y8MxvVP3Qb3BpLS+nWqP+/eeaJVxL6v1yNj198bk6f8sR/DH54E9w7SuckK03Ox6f2fUFNWBQA4sf4A4icNRq8bBtbbllqnQaDM756cDk3crkqlUTe5DSI5zcpjtnLlStxzzz2YOnUqvv76axw/fhxdunTBf//7X6xduxZr165tib5e0ZjH7PJy8NOfUJnjuKKx+51j4Rcjnwn+cld6tgB/vLoUuOhTReftjusX3C8ZaK3/YBVO7nJcUDNo6jWIv8ExkK0sKMVvL3zpkNZA7a7FxIUPSCaaPfTtRmReEASc121cf8RMcGyjvKgcb0x73WG1oVqrxtNLn4G7xITzLUvWI/HX3Q7lfW8YgJH3jXUoN1bX4s+XljikChGUCox+YZpkDrejv+7C8TV7HMojh/RE/3scb3ubDCZ8PfO/MPwVlNnaEATc+c4/oA92TOiatHoPdi3d6FDedVAcxjwyyaG8OU5tO4LEpRscykN6RmDYLMc2RKuIn57+HJUFZQ7Hxj97J4MicmmtksfslVdewSeffIJFixbZrWgcMmQIDhyQzgtEdKWoLiiVDMoAoOCI9NL+9iJzX6pDUAbUpQ/IT3VcwGIxmXF6r3Rut7Qdx2TaOCG5mbWp2oAcmVQW5xJlcg8mOuZDA4AjW49IpoAwGUw4vlO6X8nbpHNdpcjk2co9ctohKAMA0WJFdpL070mmzHOVuS9FujzplENQBtSlEJEKhgH55/303lTJnHrNkblXur+5x87YRvYuVHAqWzIoA4D03dLXQXS5alZglpqaiuHDHSeb6vV6lJaWXmqfiC5rYj25/KztPOlkfddnlQh0RFG0y/F3IbncWNZ6n1/HxxJFUfY1kUsCWl9y0KaeI3sdEn21HZPpr1y5aLFKBqvOvA6r1QqrTE60ppL7PRFF0SFpMlD/ay73/BJdrpoVmAUHB+PkSceMztu3b0eXLl0uuVNElzP3IF/oZObJ1LehdXsQ2idKslyl0yDwgtVutnKNGuEyq0gj+0unpQiTaUOpVkqmyxAEAUE9pdsI6SX9eRU3KE4yT5xCoUDsAOk0Hl37S88L6yqT+iKoRwQEqRXmAhAs01+55ze0dxfJ/nbqHSk7hy5SJu2HXHl4r0jZFalNJXcdfl1CoJO4TRzQNUw2J5rc9kpEl6tmBWYPPvggZs+ejT179kAQBGRnZ2Pp0qWYM2cOHnroIWf3keiyIggCom8a4bAnpl9sBAJ7t+8vkcBuHdF1VLxdmUKpQL+p18purj703jEOqRsCo0KQMFF6UneHToGIG9/frkwQBCTcMUo2AWv3m4bA7aINr71C/NDtosc5L6BjAMbeaz8vTBAEXPd/10MvswhiyNRR6BBqP2erQ6gvhkwdJVnfzccTPW4e6pAHK/a6gfAM7CB5To/rB0B/0Qbv7r5esqksdF7uGD5jnEOqkoQbB8nurZkwcSACL8oZ5u7jiSEye4Q2R/Q18Q6LQbSebrjqrmsk6ytVSgyaMd4hR17U0B4I68PBAGpfmjX5XxRFLFiwAAsXLrRl4ddqtZgzZw7mz5/v9E4SJ/9fjoxVNSg4fBKmqlrou4Sig0zS2faoKD0XZw+cgEqrQcTg7vCQ2Sj8PFOtEanbjqIsuwhBMR3RpX8MFMr6/24sycxH5r5UKNVKRAzqAc8GVo2ajSZkH0xDVX4pvMP8EdI7SnZng/PyMvJwZNsRCIKA3iN6I0BmM3JbGyYzUrcfQ/7pHAR2CUHMkB5QyexscF5lXgky96ZAtFoRfnUsvEPqXxFoMVtw7uBJlJ4tgFdQB4T36ya5wfaFyvNKkLYrGRaTGZH9uskGZedZLVak7z+BgtO58A70QfSQ7rKBdXOJVhHZR06jKD0X7h080enqWGgkdtK4UHVJJdJ3J8NYbUBorwgEdWtafkiittDU7+9mBWbnGY1GnDx5EpWVlejevTs8PaUTFtKlY2BGl4vyswVI/WU7yjLzICgUCOgRgdhJw2S34RGtIo6t3o20zUkwVRvg7uuFHjcMRKRMWgoAKDtXiMTlm1B48hwEQUBI70hcdec1cPNp28+gQ2v34uAvu1FTVgU3vQcSJg5En+uvlq1fWViGPV/9iXNH0wGxLmP8wHtGw1titSQRXZ5aZVXmeRqNBl5eXggJCWFQRkQwVtbgwOe/oiwzDwAgWq3IP3Iah75aJ3vO8bV7cHztHpiq6/bMrS6uwL6v1iNbZpNtU40Bm9/7EYV/bfwuiiKyD53G1v+skpwA31qOb0jCzq832PJs1ZRVYec3G3B8Q5JkfavFivVv/YBzR9JtK1lzj2fijze+h9nouBsJEV0ZmhWYmc1mzJ07F3q9HhEREYiIiIBer8fzzz8vub0REV0ZshNTYa41OpSXnclDWVa+Q7nVasXJzYckHyttY5Jk+Zl9qTBUVDu2ca4Q+alnm9ZhJzr8274mlZ87fBoVeSUO5dUlFcjcL53eg4jav2Zl/n/44Yfx448/4o033sCgQYMAALt27cJLL72EoqIifPzxx07tJBFdHmpLK+o9pg+3zwxvMZphqKyRrF9VXC5ZXl0kXQ4A1TLntIZKmX5VFErn35KrD8hfOxG1f80KzJYtW4YVK1ZgwoQJtrLevXsjPDwcd955JwMzoiuUPjwIZ3dJJCgVBHiHOU6cV+s08A72RXluscMx3wjpCep+9UxclzunNQRGheDcsTMS5aGS9QO6hEiWA4BfpPwxImrfmnUrU6vVIiIiwqE8MjISGo1zV+4Q0eUjqHcUvC5K5wAAHQfEwU1mZWbPmwY75OBS6zQOKTHOC+ndBf4SwU7nAbHQN3GPQ2fqf+swKNX2qzyVaiX6T5FOZeHfJQSd+jruuxvcvRNCundqkT4Sketr1qrMl19+GSkpKVi8eDG02rrlzQaDAffffz+io6Px4osvOr2jVzquyqTLhbnWgDPbDqMw+QyUGhVC+nZDaH/phK3n5Z84ixMbDqCqsBwdOgcidmy/elcmmg0mnNhwAOeSTkGhUqLT1bGIGt4LCqmEra2o4HQOklbvQcm5InQI80P8DQPqHRmzmi1I2ZiEjL0pEK0iOl8VjbixV8kmhSWiy0+rpMu4+eabsWHDBmi1WvTp0wcAcOjQIRiNRlx77bV2dX/88cemPjxJYGBGRER0+Wnq93ez/izz8fHBLbfcYlcWHu643QoRERERNV6zArOPPvoIVqsVHh4eAICMjAysWrUKcXFxGDdunFM7SERERHSlaNaEjJtuuglff/01AKC0tBQDBw7E22+/jUmTJnFFJhEREVEzNSswO3DgAIYNq1tp9MMPPyAoKAhnzpzBV199hQ8++MCpHSQiIiK6UjQrMKuuroaXlxcA4I8//sDkyZOhUCgwcOBAnDnjmMeHiIiIiBrWrMCsa9euWLVqFbKysvD7779j7NixAID8/HyuGCQiIiJqpmYFZi+88ALmzJmDiIgIDBgwwLYt0x9//IGEhASndpCIiIjoStGsPGYAkJubi5ycHPTp08eW1HHv3r3w9vZGbGysUztJzGNGRER0OWqVPGYAEBwcjOBg+33prr766uY+HBEREdEVr233LyEiIiIiGwZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIBmZERERELoKBGREREZGLYGBGRERE5CIYmBERERG5CAZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIBmZERERELoKBGREREZGLYGBGRERE5CIYmBERERG5CAZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIBmZERERELoKBGREREZGLYGBGRERE5CIYmBERERG5CAZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIBmZERERELoKBGREREZGLYGBGRERE5CIYmBERERG5CAZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIBmZERERELoKBGREREZGLYGBGRERE5CIYmBERERG5CAZmRERERC6CgRkRERGRi2BgRkREROQiGJgRERERuQgGZkREREQugoEZERERkYtgYEZERETkIhiYEREREbkIVVt3gIiIWpbZaEZa4gmYTRZEXxUNnYeurbtERDIYmBERtWOnD5/GsvlLUVVWBQDQ6DSY9MjNSBid0MY9IyIpvJVJRNROmQwmLH35G1tQBgDGWiN+eOt7FOcUt2HPiEgOAzMionYqdV8qqsurHcqtVisObT7UBj0iooYwMCMiaqdMtSb5Ywb5Y0TUdhiYERG1U9H9oqFSS08ljhsU18q9IaLGYGBGRNROefp44oaHboAgCHblQ24egvCY8DbqFRHVh6syiYjasQE3DEREr0gc/PMAjEYT+gzvg849Ojfq3OrKamjddFAqXedveLPJDLPJDJ07U35Q+8TAjIioHSsuKsXbb32CP3/bCovZgkE7++GpFx9GZFf54Gzbul1Y+tFKnDuTAx9fb0ycOh5T7r/RYeStNdVU1eDr977DtrW7YTQYEdOnK6Y9fge69ohssz4RtQRBFEWxrTtBDSsvL4der0dZWRm8vb3bujtEdJm4c+I/cOxwql1ZQKAfftn0DTw83R3qH9hxGC/NfAMXfzXc8/BtuO2Bm1q0r/V547EPkLjNfiWpm4cb3v7uZfgF+bZRr4ga1tTvb9cZnyYiIqfavzvJISgDgIL8Ivz2y5+S56z6eq1DUAYAv3yzDhaL1el9bIyczDyHoAyoG0XbuGpbG/SIqOUwMCMiaqfOZeXIHjubKX0s71yBZHlZSTkMNbVO6VdT5WdL9wmQ7y/R5YqBGRFRO9W9d4z8sV7Sx+TmbIV2Coabh5tT+tVUnbuGQ6lSSh6L6h7Rup0hamEMzIiI2qnomC4Yf+M1DuU9esfgmnFDJc+Zcv+NcLtoxaMgCLh75q1tNvnfx1+P8bc5XkdweCBG3DCkDXpE1HI4+f8ywcn/RNQcZrMZyxavxJpVf8JoMOKaccNw3z/vhKeXh+w5GWmZ+P5/v+DksXQEdwzETXdPQN8hvVux145EUcTGVVux6ZftqKqoQfygnrjp3gnw8dO3ab+IGtLU72+myyCiK8K5U9nY/MMW5GcVIKxrKEbdOgIBHQPaulstTqlUIrZzF1R27wez2YxekdHQarX1nuPh6Y6AAD9UBFYgwN8X3j5eDbaz989E7PxtD4y1RvQe3AOjbhkBrU7jrMuAIAgQ3BUoU1SiUlEFo9YElcb5X2EHdxzBhp+2oKKsEj37x2HCHaPh6S0fxLaG2qpa7Fy1AycPnITOU4f+4/sjblD3Nu1TazmTmoU/v9+E/LMF6BTdEWNuvwaB7fx9yxGzywRHzIia7+ShU/hwzicwm8y2Mp2HDo/95xGEdglpw561vG/f/QHbf95hV9atbzRmvvVPKBSOs1lys/Lw/H0LUFFaaStTKpV44p2HkTCkl2Qb33+4CuuWrrcr69qrC5748FGoZOaGNdVnH3yF/779P7uy2B7R+OrHD6HT1R9oNtaaZevx1Tsr7MrCIkPwyuLn4O7ZNvPrjDVGfPLYx8g5bb9YY9yM8Rh5x8g26VNrSd6fivf+/ZHd+9bdyw3PfDoHoRHBbdizpmG6DCKii/y6aI3dhztQNwrx25e/t1GPWkf+2QLs+GWnQ/mJA2k4vidZ8pyfvlhjF5QBgMViwbL//iBZv6SgFOtXbHAoP3nkNBI3HWxGrx2VlZZj0X+/dihPOZaG1T/94ZQ2amsM+P7Tnx3Kz6XnYOOqrU5pozkS1yc6BGUAsHHpBtRWtc0q2day8uOfHd631RU1WL34tzbqUetgYEZE7Zooikg/liF57PSR063bmVZ2+ki6ZE6y88ekpB46KVmemXYW1ZU1DuWnjqbL5jc7efhUI3tav2OHU2EwGCWPHdx3xCltZKZloabK8foAIEXmOWkNZ2R+d00GE86lnWvdzrQis9mC9OQzksfSnPR75aoYmBFRuyYIArx8pedI6f3b98RxnwD569P7S99S6RDgI1nu4eUuOWdMrj5Qt5rSGQKC/GSPBQb5O6UNH38f2VWnvv4+TmmjObzrWdzg7dd+p7WoVEp4+XhKHnPW75WrumwDs5deegnx8fGX/DibN2+GIAgoLS1t9Dn33nsvJk2adMltE1HrGH6zdGoIufL2olvfaAR1CnQod/N0Q7/RV0meI5WWAgBGTx4hmUssqmckOsd2cijXumsx+LqBTeyxtOiYLug3MN6xDa0Gk++43iltBIb6I2Go48pTpUqJ0beMcEobzdH/uv5QqR0XOUQldEVAePueBD/qluGS5de04evRGi7byf+VlZUwGAzw85P/S6oxjEYjiouLERQU1OgcPWVlZRBFET4+PpfUdlNw8j9R81mtVqz+fC22/rQdhhoD3L3dMebOazD6zmvbumstriinGMveXIETB9IAAB27huH2f09BRJz8Jubrvt2AlZ//ivKSCmi0Glw7eTjumX2bbJLXkoJSLFm4FMf2JEMURYRGhuDuObcjJiHaaddRXFSKeU+/iS1/7oTVakXnLuF49uXZGDSsv9PaqKqoxqIFX2HPxkRYLVYEhQVg2uN3oN+IeKe10Ryp+1Lx60e/ouhcIQSFgO6DuuPmxybDo41Xi7Y0q8WKHz5ehc0/bYOhxghPvQeuu2csxt01uq271iRN/f6+bAOzhhiNRmg0zluq3dYYmLW9symZOHMkAx4dPNF9SA9o3JyzEowAk9GEg1sPoyC7EBGxndC9f2yDfyjlZeUjadthqNQq9LsmAfoG8llZzBYc2HQQWWnnENUrEr2G9JRclXihktxiHNtxDBAE9BzaEz6BPvXWt1qtOHPgJIrPFsK3oz869+3aYBtlBWU4uv0IrBYRPYf2QIfg+jfktlqtOLH/BHJP5cAvzB/dB3eXDZjOKyooxm8r/4Sh1ogxk0ahU0RYvfVFUcTebQdxaM8xdOraEddcPxQajbrecypLK7Fv3T7UVNbgqjFXIahzUL31m6O6vBo71+xCWUkZBo0biNCo0AbPOXogBUcSj8M3oAOGjx3kkDz3YpUVVfjjp00ozC/BiPGDENOzq7O6b1NbXYvdG/ajtKgccQndENOn4TbyTucgedtRePh4otfoBOg86r8Ok8GEI9uOoLygDJ17dEZk7y4NtpGTnoNju49D665Dwog+8JS5lXgpss/kInFrEtQaNQaO7tdgHjqzyYxt63bjTFom4vrGoP/whAbfU01lMVtwaMdR5JzJRViXUPQe1AMKpfPaaDeB2WeffYaXXnoJZ8+etXsRbrrpJvj5+aFTp05YtWoVkpKSANTdXiwtLUX//v3x4YcfQqvVIj09HTt37sS//vUvpKSkoGfPnnj++edx88034+DBg4iPj8fmzZsxatQolJSUwMfHB0uWLMGjjz6Kb7/9Fo8++iiysrIwdOhQLF68GCEhIXZtrVq1CkDdB+Vbb72Fzz77DFlZWQgKCsL//d//4bnnngMAPPXUU/jpp59w9uxZBAcHY+rUqXjhhRegVtf/QXchBmZtx2qxYtU7K3F869+TjN293XHnvGkI6drwFwPVrzCnCG89/AEKsgttZTEJ0Zj99r9k82Ct/eoP/PjpL7aJ7Sq1CvfPnYarZW7PlRWV4b+Pf4zcM3m2soi4zvjXm/8HN5k0CDt/3onVH/8K0VrXhkKpwM2zb0a/8dIjNDXl1Vi9YAUKL2jDr3MgJj57J9y83SXP2f/7fvz03o+w/jV5XlAIuP7/bsCQm6Wz2ddW1eKLZ/6HrJQsW1lAeAAeeONB2flGf67ZipfmvAmTyVTXhiDgn49Px70P3SHdRo0Bzz70Kg7tPWYrC+kYiLcWz0NwmONtUQBI3p2M5a8ug8lgspWNvHMUxt03TrJ+c5w8eBJfv/QVjDV/LwIYPGkwJv7rRsn6FrMFr8x5F1v/2GUr8/HT441FLyAqNkLynGMHU/DsQwtQWV5lKxs/+RrMmf8vp+16cDrlDBY+/C7KSypsZYPG9Mcjr/xDNhjYsOg3HFq33/Z/jZsGNz19O8J7Sl9H3pk8fPH0/1BeVG4rixsYh6kv3C0bxP/86a/4c/nGv9vQaTBj3r3oMSCuKZdXr5Wf/4rvP/3Z9r5Va1R4eP6DGHBtP8n6hXlFeP7BhTh35u9VqXHx0Xjpo6fg7qTtwcqLK/D27A9w9lS2raxzTDgef/9hp+WvazfpMqZMmYKioiJs2rTJVlZcXIx169Zh6tSpkuds2LABqampWL9+PVavXo3y8nJMnDgRvXr1woEDBzB//nw89dRTDbZdXV2Nt956C19//TW2bt2KzMxMzJkzR7b+M888g9deew1z587F8ePHsWzZMgQF/f3XopeXF5YsWYLjx4/j/fffx6JFi/Duu+824dmgtnRk8yG7oAyo+8v91/d/aqMetS/L3v3eLigDgNSDaQ55sc47eyobKz/52W61odlkxuIF36C6olrynFUf/2IXlAFARvIZrPtKOtVCcU6xXVAG/BWgf7AKFcUVkufs/W6rXVAGAEVn8rH3uy2S9StKKrDqg59sQRkAiFYRaz5djeKcYslzNi7daBeUAUBBVgHWfrZGsn5lRRVeeeYdW1AG1I2Gffz2Epw6kSF5zneLf7YLygAg52w+/vPq55L1TQYTvn/zO7ugDAA2L9+EM8elV9U1lcViwXevf2sXlAHAzlU7cWL/Cclz1q3aZBeUAUBpURnefP5DyfqiKOK1p/9jF5QBwLofN2Lb+t2X0Ht7H8/7wi4oA4Bd6/dh61rHtCYAcDoxzS4oA+pym/32wc92vzsX+um9H+2CMqAueN6zWvo6Th4+ZReUAYCx1ohvFiyFyWiWPKepMlIz8d0nq+zetyajGR/N+0J2Neznby21C8oAIDkpDd9/7pjWpLlWfvKzXVAG1CW1/XnRaqe10VQuG5h16NABEyZMwLJly2xlP/zwA/z9/TFq1CjJczw8PPD555+jR48e6NGjB5YtWwZBELBo0SJ0794dEyZMwBNPPNFg2yaTCZ988gn69euHvn37YtasWdiwwTFPDwBUVFTg/fffxxtvvIHp06cjKioKQ4cOxQMPPGCr8/zzz2Pw4MGIiIjAxIkTMWfOHHz33Xf19sFgMKC8vNzuh9pGyo5jkuX5GXkoOlcoeYwax2Qw4fDOo5LHEjclSZdvls6NZaw14siu45LHDm2VTqmQtOWQZPmxHcfsgrLzLGYLkmXaOL0nRbL8lEx58q5kWEwWh3LRKuLYDunn5Og26es4tv2YZFqMnVv2oaZaOtfVxt+2SZZfHMyct3frQRhqDQ7lp5JOoaZC+otVrr9NlXnsjGxAfHSb9HO1TeY60o6fRs7ZPIfyk8npyM7KlTxH7jlpqtysPGSmnZU8tmdDomR52m7pfHOVReXIlUiXUVFSgTPHpANiuedK7n1QWVaFk0nOSRWye8N+yfLaagMO7XL8jLVYrNi9UfqcHX/udUqfAMjm2tvvpBx8zeGygRkATJ06FStXroTBUPdhsHTpUtxxxx2y95d79eplN68sNTUVvXv3hk739734q6++usF23d3dERUVZft/SEgI8vPzJesmJyfDYDDg2mvlJxF/++23GDJkCIKDg+Hp6Ynnn38emZmZ9fZh4cKF0Ov1tp/w8PAG+00tQ6hnPkNbbercnihknkNBIVNez3Mudw7kimXbkG1Cvo0m9rfeNpr4nECQPqf+50r691ohyPy+y7Qh99zWte+kr5jmvOb1dEzqd66+50r2OWmq+q5D9lg9T7DEtQv11Jf9fW/GOU3VnPet3DlOez3qa9vJ89iawqUDs4kTJ0IURaxZswZZWVnYtm2b7G1MoG7EzBkunvslCIJskkY3t/rvc+/atQtTp07Fddddh9WrV+PgwYN47rnnYDRKJ0s875lnnkFZWZntJysrq9761HLihvaQLA+OCoFv6KWtCr7SqbVq9BkmvTn21df2lSzvf01fyQ9srbsWvQZJv1YJI+Mly/uOSpAs7zmsl+QfgCq1SnaPwq4DY6XLB0nP0ek+uIdkGgSFQoGew6S3Puo1XPq5kisfPKI/3D0c57cJgoDR10mnIhgxfrD0Y43qD43Wcc5f1/iu8NBLf/b2Humcjc87d+8MvUxOtt4jpNsYOUH6OuJ6RyNIYq5cVGwEwiOl54yOnCA956+pgjsGoovMathBY6UHDWKGSP++eQf6IKSr4yIOzw6e6NJHeqK/3HPV9xrp94FXB0907RMleaypBo2Rnpvp7umGPoN6OpQrlQoMHi19ztBxzknDAtR9nkiR+/xpDS4dmOl0OkyePBlLly7F8uXLERMTg759G/9kxcTE4MiRI7YRNwDYt2+fU/sYHR0NNzc32VudO3fuROfOnfHcc8+hX79+iI6OxpkzDc+70Gq18Pb2tvuhttFzRG/0GW3/weXp64UbH5vcRj1qX+56bApCLlrB13Ngd4y9Q3oUOiQiGLc/covdRGmNVo0H5k6Hm8xKtUkP3YiOF32Jde0ThXH3jJGs7xPog0mzJ9m1oVQrccu/b5VdqXb1bSMQeNFikMCoEFx9m3TOJQ+9B26Zc6tdcKZQKnDTI5NkV39ec9c1iOwdaVcW0iUE1z14nXQbnu546a0noL1gL0mlUoHZz/4DEVHSo/BT7rsR/Yfa/7536hKGWc/eL1lfpVHh9qfvgNb97zYEhYAx08egY7eOkuc0lUKpwB3P3Ak3r7//EBYEASNuH4GoeOnAYexNIzHmRvvnPiDYD0+8OkuyviAIeOb12fDxtf+snXTXBAy+xnkpOR56cYZDUt4RE4dg6PgBkvUj4qNw1Y32gYjO0w3XzZ4kO9pz86OT0SGog11Zr+G90H+CdPAX2SMCE6aPs/uDR+ehw/Tn75H846E5OnXtiLtnT7Hrs1anwaz5D0Ins8L9gTl3o3NX+9+h3lf3wK0zJjqlTwAw+aGbEHFRHr6onpG46QHn5MdrDpddlXnen3/+iRtuuAERERG4++678fzzzwOoSzArtSrz/EpJoG4lRGRkJG644QY8/fTTyMzMxKOPPoqUlBQkJSWhT58+sqsyL0w4u2rVKtx88822UbOL25o3bx7ef/99vPfeexgyZAgKCgpw7Ngx3H///fjll19wyy234Ouvv0b//v2xZs0azJs3DxaLpUlJbbkqs+3lpefizJEMeHbwRLcBMVA1kD6AGs9qseLwrmMoOFeIiLhOiO7d8F/pxXklOLTjCFRqVd3S/gZWUFmtViRuTsLJY6fQ86ru6DVYenTtQuVF5UjelWzLHeXZof70AaIo4vS+EzibkomOsZ3QpX+3Bm93V5ZWIumPRIgWC/qM7deobO7H9xxH8oFUdImNRJ8RvRtOyVFagbU//IHaGgOuu2UMgkIbTkx6cPcRHNx1BJHRnTB8wiAolfWn5KitqsXuNbtRXVmDAeOvhl8LjCYbagzYsXoXyorLMeS6gQgMl14leqHUIyex/c89CAkPwugbRzSY9qO2xoDfV21Efk4Rrr1+GLrEyOd7ay6jwYTErUkoLSpDXN8YRHRreKpKYVY+DvyZCC9fL/QbdzXUMiuWzzObzEjZnYyywnJ07tG5UUFyYXYhju9JgdZNg97Desv+oXMpCnOLkLjtEDQaNfqP6tvg+9ZisWL7H7txMjkd8QN64qohfZzeJ1EUcWxvCnIychEWFYK4q2KcOk2lqd/fzgmFW9A111wDX19fpKam4q677mrSud7e3vj111/x0EMPIT4+Hr169cILL7yAu+66y27e2aWaO3cuVCoVXnjhBWRnZyMkJAT//Oc/AQA33ngjHnvsMcyaNQsGgwHXX3895s6di5deeslp7VPrCIoMRlBkcFt3o11SKBWIHyp9+06Ob1AHjJosfTvuYhaLBe8t+Aw/r/gNBoMR7h5uuGvGZDw4+556z/P288aAG6RHMi4miiJ+/2Iddq7aCZPBBLVWjUE3Dcb4+8fLfsiXnC3Ajs/Xofiv1ZwlxzMxeMZ4+Nfze/bVh9/hu8U/o6a6FhqtBtffOhoPPXWvbBqEwnOF+O6N75CVXDevtSQpB5MfuwURMqkWAODP5Rvwxzd/oqaqFkfUB5Cbcg5TZt8iO3pSmFOE/83/Cif+mii+7bfduOfJO9G9v/Tt3eYoKijB68/8B4k76yaqf//9Wsx67n4MHiU/mrXp521Y/uGPKCsuh0KpwInEk/jHc9PhLpMipaykHG8891/s2XIAoijiz1+34KEn73XarczzNFq17K09KRt/34bXXvoAudn5EAQBg4f3xytvPwO/APmcdyq1SvaWuBz/UP8W3w3DP9gP46ZI7y5xMYvZgv8u/AK/rdwAk9GEVct/w+33T8Ld/7zVqX0SBAE9B8ShpxNTg1wKlx8xc7alS5fivvvuQ1lZWYPzw1wJR8yImu/zD77Bog++cSh/+pVHcPMd0rcBm2rbD9sk01Zc94/rMOxWxwDSYjLjp6c+R3VJpV251tMNk994EGo3xxGRNd+vxzsvfuJQPu1ft2H6rNsdyq0WK965/20UZRfZt+GuxRNfPik5NyxxwwEsmf+1Q/mo20Zi8r9ucigHgBenLcDZk/YrBDVaNV5d8SJ8L7ql1lyPTH0Wxw6m2pWp1Sos+vldhEc4zg07tj8F8x96y2F+8OCxV2P2gv+TbOPpf8zHvu1JdmUKpQIfffs6ors3nKC1JZw6kYEp190Ps8k+bcVVA/pg8XcftEmfWssX7y/D0k9XOpQ/8cpMjJ/cuODOFbSbPGbO8tVXX2H79u1IT0/HqlWr8NRTT+G22267rIIyIro0K5dJ5/n6cal0eXPslskRtXv1HsnyrKRTDkEZABgqa5CxL1XiDOCX5b9Ll38rXZ52IM0hKAMAQ7UBSRul0wFs+3mHZPmu1btgMTum90g7fMohKAPqbtftWOuc/F+nUjMcgjIAMJnM+G2l9Pze9Ss3Sy7a2r1hP8pLHVNvZGflOgRlQF1wu/aHP5veaSf5ccVqh6AMABL3HJLNRdceiKKIX1Y07fe9vWj3gVlubi7uvvtuxMXF4bHHHsOUKVPw2WeftXW3iKiViKKIkqJSyWNFhdKJXJujskQ6z1alTP6t2rIqyXIAqC2XPiZ3HWXF5bBaHZONVkoEfudVFEsfq5C5jtpqA4wXJZEF6jKnyykvdk7+xZKiMtljxYWlkuVlMm1bLVZUlDpee2k9fZVrozUUFZbUc8x5v7+uxmK2oKJM+ne0pKC0dTvTytp9YPbkk08iIyMDtbW1SE9Px7vvvgt3d+ntUYio/REEAQn9HZfjA0DfAc5J5wBAdi/CSJnUBUEx8hO+5Y717i+dOqHXVXGSCwAie0XIrtyTS6kglx4hvFtHycngXXtFys5vc9Ym5rE9u8qu3IvvL72Io3vfGMly38AOCAl33MezS7fOshPR+8i00Rr6DZSe7O7u4YYevZ03h8/VqNQqdI+Xfg37XN12r0draPeBGRHRv+bc5/DF7u3jhQcevttpbYy9d6xdygigbi7X2HvHStbvEB6ArsMdJ2d37h+DwGjpTcanz7wd3j5edmU6Ny0eeEw6v6NviB8GT3KcuB4zIBbRV0kHTWOnjoG3r30bKrUKN/2fdIoCvZ8e101zvMbYvt2QMNw5K+g8vT0wfabjHLq4Pt1wzfXSk9XH334tQjrZB2CCQsDdj0yR3JNS56bFA486Po9RMRGY0IbzmW6YPA49+zgGYDP/fT88PNv3IMODj9/tsF+uvoO30yf/u5orbvL/5YqT/4kuzZnTWfjuq1+QmX4O0XGRuG3aTQgObTjdQlMU5xRh56qdyDuTj6DOgRh00+B600aIooiMvanI2JMC0WpF537dEDm4e73pL/KyC7Bq6VqcSj2DjhEhmHTXBHTqUn8qhKPbjyJp40GYjWb0GNIDfcdcJTvKBQBlhWXY8tN2ZKVmwi/ED8NvHorQLtLJV887tOMIdqzdA2OtAb0H98KwiYOgdnJKmf07D2HdjxtQWV6N/sPicf2tY2RH0gCgsqwSf/ywGckHT6CDvx5jbh2F6J71T+I/tO8Y1nz/J8pLy9F3YG/ccPtYp22Y3VzV1TVYuexX7Ni6D956T0y+/QYMHHpVm/aptZw5dRarlv2Gc2dy0DUuEjdPvQ4BwZdXYu92ly6DiMgZOncJxxMvzWzRNnxD/HDDQ41PfikIAiIHxCJyQONvSQWFBuD/npje6PoWkxm1+aVQllUDZiuMBeUw1RqhlEkZAQAVxRUoO1uE8uwSqKwCSnJK6g3MLGYL0lIzcPT4CRhqDdD6uSNhZB908JPO1t8cVqsVaamnkZx8ApUV1fAO8MLQ0gHQucnnZPPUe2Ly/Tc0qZ0+/Xu06a1LKe7ubrjngdtwzwO3tXVXWl3O2TycOZmFc5k5UKlVyM8tvOwCs6biiNllgiNmRNQc695ZifR9J+zK/DoF4pZXpXOfnUs7h08f/wSmiyb6T3liCvqOkR6leee5j7Fp9Xa7srDOIXjv21frHdFqijde/C9WLl1tVxYSFoivf/0IXt71J/6ly9Pm33bglTnv2q2uVatVeOer+ejep1sb9qxpmC6DiIgAAIUZeQ5BGQAUZeYjXSYlx5ZvNzsEZQCw4ZsNkuknsjNzsXmNY4qNc2dysOW3nc3otaOCvCKsWrHWoTznXD5W//CHU9og1/Plh985/M6ZTGYs+8wxt1l7wsCMiKidKvxrRwHJYxnSx7JP5UiWF+cUw1BtcChPP5EpGbABwOmUjIY72QinTmTAYnFMBwIAqcdPOaUNci0mowmZp89KHjuVnNG6nWllDMyIiNopfT1Z9/XB0tv5yC1W8PL1gkZiN4LQTvLbR9V3rCk6dgqR3dZKKus/Xf7UGjUCQ/wlj4V2bt9b4zEwIyJqp0JiwxHczTH1hqefN7oOkt4XcPitwyRznw29ZZh0rrRunZAwyDHth4+fHtdMHNaMXjvq2DkUI8YOdij39vHCTbeNd0ob5Hpun+G4BZggCLjtPumtwdoLTv6/THDyPxE1h6GyBjuXbsTJncdhMVsQ0Tcag+++Bt71jKYd33kM679aj9zTudD76zH01mEYOll+c+vqqhoseXc5Nq3eDqPBiL5D+mDG43chvIt0PrbmqK014KO3FmP1D3+guqoG/Qcn4OGnH0C3uLbZw5Jax6plv+G7L35GXnYBIrqGY9rM2zFi3KC27laTNPX7m4HZZYKBGRFdClEUIYpivTnSLmYxW+rNdybVhtUqQimRwNVZRFGExWKFqgn9osuf2WSGSn15ZvhiHjMiInIgCILsPC05TQnKzrehVDatjaYSBIFB2RXocg3KmoNzzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyIiInIRDMyIiIiIXAQDMyIiIiIXwcCMiIiIyEUwMCMiIiJyEQzMiIiIiFwEAzMiIiIiF8HAjIiIiMhFMDAjIiIichEMzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyIiInIRDMyIiIiIXAQDMyIiIiIXwcCMiIiIyEUwMCMiIiJyEQzMiIiIiFwEAzMiIiIiF8HAjIiIiMhFMDAjIiIichEMzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyIiInIRDMyIiIiIXAQDMyIiIiIXwcCMiIiIyEUwMCMiIiJyEQzMiIiIiFwEAzMiIiIiF8HAjIiIiMhFMDAjIiIichEMzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyIiInIRDMyIiIiIXISqrTtAjSOKIgCgvLy8jXtCREREjXX+e/v893hDGJhdJioqKgAA4eHhbdwTIiIiaqqKigro9foG6wliY0M4alNWqxXZ2dnw8vKCIAht3Z0mKy8vR3h4OLKysuDt7d3W3Wk1V+p1A7z2K/Har9TrBq7ca79Srxto/LWLooiKigqEhoZCoWh4BhlHzC4TCoUCHTt2bOtuXDJvb+8r7s0LXLnXDfDar8Rrv1KvG7hyr/1KvW6gcdfemJGy8zj5n4iIiMhFMDAjIiIichEMzKhVaLVavPjii9BqtW3dlVZ1pV43wGu/Eq/9Sr1u4Mq99iv1uoGWu3ZO/iciIiJyERwxIyIiInIRDMyIiIiIXAQDMyIiIiIXwcCMnOq1116DIAh49NFHZessWbIEgiDY/eh0utbrpJO89NJLDtcRGxtb7znff/89YmNjodPp0KtXL6xdu7aVeutcTb329vKan3fu3Dncfffd8PPzg5ubG3r16oX9+/fXe87mzZvRt29faLVadO3aFUuWLGmdzjpRU6978+bNDq+7IAjIzc1txV5fuoiICMnrmDlzpuw57eW93tRrby/vdYvFgrlz5yIyMhJubm6IiorC/PnzG9xWyRnvcyaYJafZt28fPv30U/Tu3bvBut7e3khNTbX9/3LczQAAevTogT///NP2f5VK/i21c+dO3HnnnVi4cCFuuOEGLFu2DJMmTcKBAwfQs2fP1uiuUzXl2oH285qXlJRgyJAhGDVqFH777TcEBAQgLS0NHTp0kD0nPT0d119/Pf75z39i6dKl2LBhAx544AGEhIRg3Lhxrdj75mvOdZ+Xmppql4AzMDCwJbvqdPv27YPFYrH9/+jRoxgzZgymTJkiWb89vdebeu1A+3ivv/766/j444/x5ZdfokePHti/fz/uu+8+6PV6PPLII5LnOO19LhI5QUVFhRgdHS2uX79eHDFihDh79mzZuosXLxb1en2r9a2lvPjii2KfPn0aXf+2224Tr7/+eruyAQMGiP/3f//n5J61vKZee3t5zUVRFJ966ilx6NChTTrnySefFHv06GFXdvvtt4vjxo1zZtdaVHOue9OmTSIAsaSkpGU61UZmz54tRkVFiVarVfJ4e3qvX6yha28v7/Xrr79enDFjhl3Z5MmTxalTp8qe46z3OW9lklPMnDkT119/PUaPHt2o+pWVlejcuTPCw8Nx00034dixYy3cw5aRlpaG0NBQdOnSBVOnTkVmZqZs3V27djk8P+PGjcOuXbtaupstoinXDrSf1/yXX35Bv379MGXKFAQGBiIhIQGLFi2q95z28No357rPi4+PR0hICMaMGYMdO3a0cE9bltFoxDfffIMZM2bIjgS1h9dbSmOuHWgf7/XBgwdjw4YNOHHiBADg0KFD2L59OyZMmCB7jrNedwZmdMlWrFiBAwcOYOHChY2qHxMTgy+++AI///wzvvnmG1itVgwePBhnz55t4Z4614ABA7BkyRKsW7cOH3/8MdLT0zFs2DBUVFRI1s/NzUVQUJBdWVBQ0GU33wZo+rW3l9ccAE6fPo2PP/4Y0dHR+P333/HQQw/hkUcewZdffil7jtxrX15ejpqampbuslM057pDQkLwySefYOXKlVi5ciXCw8MxcuRIHDhwoBV77lyrVq1CaWkp7r33Xtk67em9fqHGXHt7ea8//fTTuOOOOxAbGwu1Wo2EhAQ8+uijmDp1quw5TnufN2l8jegimZmZYmBgoHjo0CFbWUO3Mi9mNBrFqKgo8fnnn2+BHraekpIS0dvbW/z8888lj6vVanHZsmV2ZR9++KEYGBjYGt1rUQ1d+8Uu59dcrVaLgwYNsit7+OGHxYEDB8qeEx0dLS5YsMCubM2aNSIAsbq6ukX66WzNuW4pw4cPF++++25ndq1VjR07VrzhhhvqrdNe3+uNufaLXa7v9eXLl4sdO3YUly9fLh4+fFj86quvRF9fX3HJkiWy5zjrfc4RM7okiYmJyM/PR9++faFSqaBSqbBlyxZ88MEHUKlUdpNG5Zz/a+TkyZOt0OOW4+Pjg27dusleR3BwMPLy8uzK8vLyEBwc3Brda1ENXfvFLufXPCQkBN27d7cri4uLq/dWrtxr7+3tDTc3txbpp7M157qlXH311Zfl6w4AZ86cwZ9//okHHnig3nrt8b3e2Gu/2OX6Xn/iiSdso2a9evXCPffcg8cee6zeO0POep8zMKNLcu211+LIkSNISkqy/fTr1w9Tp05FUlISlEplg49hsVhw5MgRhISEtEKPW05lZSVOnTolex2DBg3Chg0b7MrWr1+PQYMGtUb3WlRD136xy/k1HzJkiN2KMwA4ceIEOnfuLHtOe3jtm3PdUpKSki7L1x0AFi9ejMDAQFx//fX11msPr/fFGnvtF7tc3+vV1dVQKOxDJKVSCavVKnuO0173Zo/zEcm4+FbmPffcIz799NO2/8+bN0/8/fffxVOnTomJiYniHXfcIep0OvHYsWNt0Nvm+/e//y1u3rxZTE9PF3fs2CGOHj1a9Pf3F/Pz80VRdLzuHTt2iCqVSnzrrbfE5ORk8cUXXxTVarV45MiRtrqEZmvqtbeX11wURXHv3r2iSqUSX331VTEtLU1cunSp6O7uLn7zzTe2Ok8//bR4zz332P5/+vRp0d3dXXziiSfE5ORk8cMPPxSVSqW4bt26triEZmnOdb/77rviqlWrxLS0NPHIkSPi7NmzRYVCIf75559tcQmXxGKxiJ06dRKfeuoph2Pt+b0uik279vbyXp8+fboYFhYmrl69WkxPTxd//PFH0d/fX3zyySdtdVrqfc7AjJzu4sBsxIgR4vTp023/f/TRR8VOnTqJGo1GDAoKEq+77jrxwIEDrd/RS3T77beLISEhokajEcPCwsTbb79dPHnypO34xdctiqL43Xffid26dRM1Go3Yo0cPcc2aNa3ca+do6rW3l9f8vF9//VXs2bOnqNVqxdjYWPGzzz6zOz59+nRxxIgRdmWbNm0S4+PjRY1GI3bp0kVcvHhx63XYSZp63a+//roYFRUl6nQ60dfXVxw5cqS4cePGVu61c/z+++8iADE1NdXhWHt+r4ti0669vbzXy8vLxdmzZ4udOnUSdTqd2KVLF/G5554TDQaDrU5Lvc8FUWwgjS0RERERtQrOMSMiIiJyEQzMiIiIiFwEAzMiIiIiF8HAjIiIiMhFMDAjIiIichEMzIiIiIhcBAMzIiIiIhfBwIyIiIjIRTAwIyJqQffeey8mTZrUqLojR47Eo48+2qL9aazNmzdDEASUlpa2dVeIrigMzIiIrnCuFBASXekYmBERERG5CAZmRNSu/fDDD+jVqxfc3Nzg5+eH0aNHo6qqCgDw+eefIy4uDjqdDrGxsfjoo49s52VkZEAQBKxYsQKDBw+GTqdDz549sWXLFlsdi8WC+++/H5GRkXBzc0NMTAzef/99p/XdYDBgzpw5CAsLg4eHBwYMGIDNmzfbji9ZsgQ+Pj74/fffERcXB09PT4wfPx45OTm2OmazGY888gh8fHzg5+eHp556CtOnT7fdXr333nuxZcsWvP/++xAEAYIgICMjw3Z+YmIi+vXrB3d3dwwePBipqalOuz4icsTAjIjarZycHNx5552YMWMGkpOTsXnzZkyePBmiKGLp0qV44YUX8OqrryI5ORkLFizA3Llz8eWXX9o9xhNPPIF///vfOHjwIAYNGoSJEyeiqKgIAGC1WtGxY0d8//33OH78OF544QU8++yz+O6775zS/1mzZmHXrl1YsWIFDh8+jClTpmD8+PFIS0uz1amursZbb72Fr7/+Glu3bkVmZibmzJljO/76669j6dKlWLx4MXbs2IHy8nKsWrXKdvz999/HoEGD8OCDDyInJwc5OTkIDw+3HX/uuefw9ttvY//+/VCpVJgxY4ZTro2IZIhERO1UYmKiCEDMyMhwOBYVFSUuW7bMrmz+/PnioEGDRFEUxfT0dBGA+Nprr9mOm0wmsWPHjuLrr78u2+bMmTPFW265xfb/6dOnizfddFOj+jtixAhx9uzZoiiK4pkzZ0SlUimeO3fOrs61114rPvPMM6IoiuLixYtFAOLJkydtxz/8//buJiTKLY7j+PdpzEWNDaQ01EIdfKERNKUsdcgWghq1jMIEXYgGUi7KcBEIoaAwDAo6q6AiN64TEU0RAqPBzMBFK98GBB0XgyIMIzNOi7gPd6p7rzZWg/f3gYHnPC/n/J/dj3MOz3i9MbvdbrbtdnvM7Xab7UgkEsvMzIyr6e/j/mV6ejoGxCYnJ81zo6OjMSAWCoX29T4icnApfzQVioj8QhcuXKCqqorCwkJqamqorq7m1q1bpKamsri4SFNTE83Nzeb9kUgEm80W10d5ebl5nJKSwqVLl/j8+bN5zuv18vz5c/x+P6FQiN3dXYqLixOufWFhgWg0Sn5+ftz5cDhMenq62T5x4gQ5OTlm++zZswQCAQC2trbY2Njg8uXL5nWLxcLFixfZ29vbVx1FRUVxfQMEAgEyMzMP/lIi8p8UzETkyLJYLLx584Z3794xMTHBwMAAT548YWRkBIBnz55x5cqV757Zr+HhYdrb2/F4PJSXl5OWlobb7cbn8yVc+87ODhaLhbm5ue9qslqt5vHx48fjrhmGQSwWS3j8H/VvGAbAvkOdiBycgpmIHGmGYeByuXC5XHR2dpKVlcXMzAznzp1jaWmJ+vr6f33+/fv3VFZWAl9n1Obm5rh//z4AMzMzVFRU0Nraat6/uLh4KHWXlJQQjUYJBAJcvXr1p/qw2WzY7XZmZ2fNd4hGo3z8+DFuVi81NZVoNHoYZYtIghTMROTI8vl8TE1NUV1dzZkzZ/D5fGxubuJ0Onn69CltbW3YbDZqa2sJh8N8+PCBYDDIw4cPzT68Xi95eXk4nU76+voIBoPmBvi8vDxevXrF+Pg4DoeDoaEhZmdncTgcCdeen59PfX09DQ0NeDweSkpK2NzcZGpqiqKiIm7cuLGvfh48eEBPTw+5ubmcP3+egYEBgsGgOfsFkJ2djc/nY2VlBavVyunTpxOuX0R+joKZiBxZp06d4u3bt/T397O9vU1WVhYej4fr168DX/dnud1uHj9+zMmTJyksLPzuQ6u9vb309vby6dMncnNzef36NRkZGQDcu3eP+fl57ty5g2EY1NXV0draytjY2KHU/+LFC7q7u3n06BFra2tkZGRQVlbGzZs3991HR0cH6+vrNDQ0YLFYaGlpoaamJm55tL29ncbGRgoKCgiFQiwvLx9K/SJycEbsMDcjiIgcESsrKzgcDubn5w9lM3+y2Nvbw+l0cvv2bbq6uv50OSLyDc2YiYgcYaurq0xMTHDt2jXC4TCDg4MsLy9z9+7dP12aiPyAPjArIvIb+P1+rFbrP/78fv8vGffYsWO8fPmS0tJSXC4XCwsLTE5O4nQ6f8l4IpIYLWWKiPwGkUgk7q+OvpWdnU1KihYxRP7vFMxEREREkoSWMkVERESShIKZiIiISJJQMBMRERFJEgpmIiIiIklCwUxEREQkSSiYiYiIiCQJBTMRERGRJKFgJiIiIpIkvgDeeERoep/UAwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(x=\"sepal_length\",y=\"species\",data=iris_data,hue=\"petal_width\") #排列规则一点\n",
    "# hue:用颜色指定第三个指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"species\",y=\"sepal_length\",data=iris_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x=\"species\",y=\"sepal_length\",data=iris_data,split=True)\n",
    "sns.swarmplot(x=\"species\", y=\"sepal_length\", data=iris_data,alpha=.5,color='r')\n",
    "# hue=\"\"，设置成二类别的属性，split指定为True。violin会左右各显示一种属性"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 显示值的集中趋势可以用条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='species', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "sns.barplot(x=\"species\", y=\"sepal_length\", data=iris_data,color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点图可以更好的描述变化差异"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='petal_width', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"petal_width\", y=\"sepal_length\", hue=\"species\", data=iris_data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='petal_width', ylabel='sepal_length'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(x=\"petal_width\", y=\"sepal_length\", hue=\"species\", data=iris_data,\n",
    "              palette=sns.color_palette(\"hls\",3),\n",
    "              markers=[\".\",\"o\",\"<\"],\n",
    "              linestyles=[\"-\",\"--\",\"-.\"])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## `FacetGrid类`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2188f5839d0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(iris_data, col=\"species\", hue=\"petal_length\")\n",
    "g.map(plt.scatter,\"sepal_length\",\"petal_width\",alpha=.7)\n",
    "#g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"darkgrid\"):\n",
    "    g = sns.FacetGrid(iris_data, col=\"species\")\n",
    "    g.map(sns.regplot,\"sepal_length\",\"petal_length\",fit_reg=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1109.5x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"darkgrid\"):\n",
    "    g = sns.PairGrid(iris_data,hue=\"species\",palette=sns.color_palette(\"hls\",3))\n",
    "    g.map_diag(plt.hist)\n",
    "    g.map_offdiag(plt.scatter)\n",
    "    g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10, 10)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.rand(10,10)\n",
    "data.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = sns.heatmap(data=data,vmin=0.2,vmax=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = sns.heatmap(data=data-0.5,center=0,annot=True,fmt=\".2f\",linewidths=1)#指定中心值的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = sns.heatmap(data=data-0.5,annot=True,fmt=\".2f\",linewidths=1,cmap=\"YlGnBu\")#指定中心值的颜色"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Py38",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
